Load packages

library(scran)
library(scater)
library(tidyverse)
library(cowplot)

Gastrulation data

Load data and metadata

# Create a variable called 'sce' that contains our Large SingleCellExperiment object from a file using R function readRDS()
sce <- readRDS(file = "~/workspace/Storage/C_MOOR/c_moor_ccc_su22/gastrulation_sce.RDS")

# Create a variable 'metadata.df' that contains our metadata from a file using R function read.table()
metadata.df <- read.table(
  file = "~/workspace/Storage/C_MOOR/c_moor_ccc_su22/gastrulation_meta.tsv", 
  sep = "\t",
  header = T)

Find markers for each cell type

pwtt <- pairwiseTTests(
  x = logcounts(sce), 
  groups = sce$celltype, 
  direction = "up"
)

cbm_all <- combineMarkers(
  de.lists = pwtt$statistics, 
  pairs = pwtt$pairs,
  pval.type = "all"
)

head(cbm_all[["ExE ectoderm"]])
DataFrame with 6 rows and 30 columns
                        p.value          FDR summary.logFC logFC.Allantois logFC.Anterior Primitive Streak logFC.Blood progenitors 1 logFC.Blood progenitors 2
                      <numeric>    <numeric>     <numeric>       <numeric>                       <numeric>                 <numeric>                 <numeric>
ENSMUSG00000073243 2.32319e-140 6.84226e-136      1.076639        1.091703                        1.091703                  1.091703                  1.091703
ENSMUSG00000058550  1.16852e-79  1.72077e-75      1.518464        1.588076                        1.588076                  1.518464                  1.530910
ENSMUSG00000025056  5.06391e-59  4.97141e-55      1.717159        1.775498                        1.775498                  1.775498                  1.744026
ENSMUSG00000071773  9.70307e-46  7.14437e-42      0.390645        0.398958                        0.398958                  0.398958                  0.398958
ENSMUSG00000068048  5.87563e-43  3.46098e-39      0.622460        0.644607                        0.644607                  0.644607                  0.644607
ENSMUSG00000002384  1.72739e-38  8.47919e-35      0.696935        0.724437                        0.724437                  0.707342                  0.724437
                   logFC.Caudal epiblast logFC.Caudal Mesoderm logFC.Caudal neurectoderm logFC.Def. endoderm logFC.Epiblast logFC.ExE endoderm
                               <numeric>             <numeric>                 <numeric>           <numeric>      <numeric>          <numeric>
ENSMUSG00000073243              1.091703              1.091703                  1.091703            1.076639       1.086183           1.091703
ENSMUSG00000058550              1.578341              1.588076                  1.588076            1.570775       1.533330           1.555505
ENSMUSG00000025056              1.767389              1.775498                  1.775498            1.769809       1.698823           1.764307
ENSMUSG00000071773              0.398958              0.398958                  0.398958            0.398958       0.397193           0.396526
ENSMUSG00000068048              0.644607              0.644607                  0.644607            0.636727       0.639566           0.590449
ENSMUSG00000002384              0.716690              0.724437                  0.724437            0.724437       0.718859           0.720805
                   logFC.ExE mesoderm logFC.Gut logFC.Haematoendothelial progenitors logFC.Intermediate mesoderm logFC.Mesenchyme logFC.Mixed mesoderm
                            <numeric> <numeric>                            <numeric>                   <numeric>        <numeric>            <numeric>
ENSMUSG00000073243           1.091703  1.091703                             1.081194                    1.091703         1.091703             1.083703
ENSMUSG00000058550           1.588076  1.588076                             1.580274                    1.588076         1.572092             1.581837
ENSMUSG00000025056           1.775498  1.775498                             1.775498                    1.748239         1.771819             1.762448
ENSMUSG00000071773           0.398958  0.398958                             0.398958                    0.398958         0.390645             0.398958
ENSMUSG00000068048           0.644607  0.644607                             0.644607                    0.644607         0.644607             0.644607
ENSMUSG00000002384           0.724437  0.724437                             0.716389                    0.724437         0.713673             0.720094
                   logFC.Nascent mesoderm logFC.Notochord logFC.Paraxial mesoderm logFC.Parietal endoderm logFC.PGC logFC.Pharyngeal mesoderm
                                <numeric>       <numeric>               <numeric>               <numeric> <numeric>                 <numeric>
ENSMUSG00000073243               1.083614        1.091703                1.091703                1.091703  1.091703                  1.091703
ENSMUSG00000058550               1.573836        1.588076                1.588076                1.588076  1.588076                  1.588076
ENSMUSG00000025056               1.760788        1.775498                1.717159                1.775498  1.775498                  1.756149
ENSMUSG00000071773               0.398958        0.398958                0.398958                0.398958  0.398958                  0.398958
ENSMUSG00000068048               0.633489        0.644607                0.644607                0.644607  0.644607                  0.644607
ENSMUSG00000002384               0.724437        0.724437                0.724437                0.724437  0.724437                  0.724437
                   logFC.Primitive Streak logFC.Rostral neurectoderm logFC.Somitic mesoderm logFC.Surface ectoderm logFC.Visceral endoderm
                                <numeric>                  <numeric>              <numeric>              <numeric>               <numeric>
ENSMUSG00000073243               1.091703                   1.091703               1.091703               1.091703                1.091703
ENSMUSG00000058550               1.580831                   1.586121               1.588076               1.588076                1.565947
ENSMUSG00000025056               1.766281                   1.686093               1.775498               1.749152                1.731500
ENSMUSG00000071773               0.396904                   0.398958               0.398958               0.398958                0.398958
ENSMUSG00000068048               0.644607                   0.644607               0.644607               0.644607                0.622460
ENSMUSG00000002384               0.709604                   0.718734               0.724437               0.724437                0.696935
names(cbm_all)
 [1] "Allantois"                      "Anterior Primitive Streak"      "Blood progenitors 1"            "Blood progenitors 2"           
 [5] "Caudal epiblast"                "Caudal Mesoderm"                "Caudal neurectoderm"            "Def. endoderm"                 
 [9] "Epiblast"                       "ExE ectoderm"                   "ExE endoderm"                   "ExE mesoderm"                  
[13] "Gut"                            "Haematoendothelial progenitors" "Intermediate mesoderm"          "Mesenchyme"                    
[17] "Mixed mesoderm"                 "Nascent mesoderm"               "Notochord"                      "Paraxial mesoderm"             
[21] "Parietal endoderm"              "PGC"                            "Pharyngeal mesoderm"            "Primitive Streak"              
[25] "Rostral neurectoderm"           "Somitic mesoderm"               "Surface ectoderm"               "Visceral endoderm"             
#head(cbm_all[["ExE ectoderm"]])

Find top variable genes

# Find top variable genes
sce <- logNormCounts(sce)
colLabels(sce) <- factor(sce$cluster)
dec <- modelGeneVar(sce)
top.hvgs <- getTopHVGs(dec, n=2000)

Find correlated genes

# Create a variable with your favorite gene
my_favorite_gene <- "ENSMUSG00000022382"

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)
cor.pairs <- correlatePairs(sce, subset.row = of.interest)
cor.pairs
DataFrame with 20100 rows and 5 columns
                   gene1              gene2          rho   p.value       FDR
             <character>        <character>    <numeric> <numeric> <numeric>
1     ENSMUSG00000027186 ENSMUSG00000039329     0.823082         0         0
2     ENSMUSG00000031633 ENSMUSG00000024406    -0.788057         0         0
3     ENSMUSG00000027186 ENSMUSG00000042367     0.786875         0         0
4     ENSMUSG00000027186 ENSMUSG00000025056     0.781812         0         0
5     ENSMUSG00000102252 ENSMUSG00000024406     0.769567         0         0
...                  ...                ...          ...       ...       ...
20096 ENSMUSG00000051855 ENSMUSG00000064357  7.10221e-05  0.996136  0.996335
20097 ENSMUSG00000027562 ENSMUSG00000024391 -6.90578e-05  0.996243  0.996392
20098 ENSMUSG00000050777 ENSMUSG00000049775  6.03639e-05  0.996716  0.996815
20099 ENSMUSG00000086503 ENSMUSG00000047139 -4.37014e-05  0.997623  0.997672
20100 ENSMUSG00000028691 ENSMUSG00000030342 -8.56558e-06  0.999534  0.999534

Filter object for genes we’re interested in

cor.pairs %>%
  as_tibble() %>%
  filter(gene1 == my_favorite_gene)

Plot co-expressed genes!

plotExpression(
  object = sce, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000024406"),
  x = "celltype", 
  colour_by = "celltype") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 5))
Warning: Removed 1980 rows containing missing values (geom_point).

Plot UMAP of co-expressed genes

```r
plotReducedDim(sce, dimred = \umap\, colour_by = \ENSMUSG00000022382\)

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Warning: Removed 990 rows containing missing values (geom_point).




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/>

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdF9ncmlkKHBsb3RSZWR1Y2VkRGltKHNjZSwgZGltcmVkID0gXFx1bWFwXFwsIGNvbG91cl9ieSA9IFxcRU5TTVVTRzAwMDAwMDIyMzgyXFwpLFxuICAgICAgICAgICAgICAgICAgIHBsb3RSZWR1Y2VkRGltKHNjZSwgZGltcmVkID0gXFx1bWFwXFwsIGNvbG91cl9ieSA9IFxcRU5TTVVTUDAwMDAwMDU4NjI5XFwpKVxuYGBgXG5gYGAifQ== -->

```r
```r
plot_grid(plotReducedDim(sce, dimred = \umap\, colour_by = \ENSMUSG00000022382\),
                   plotReducedDim(sce, dimred = \umap\, colour_by = \ENSMUSP00000058629\))

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<!-- rnb-output-begin eyJkYXRhIjoiRXJyb3IgaW4gcmV0cmlldmVDZWxsSW5mbyhzZSwgY29sb3VyX2J5LCBleHByc192YWx1ZXMgPSBieV9leHByc192YWx1ZXMsICA6IFxuICBjYW5ub3QgZmluZCAnRU5TTVVTUDAwMDAwMDU4NjI5J1xuIn0= -->

Error in retrieveCellInfo(se, colour_by, exprs_values = by_exprs_values, : cannot find ‘ENSMUSP00000058629’




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## Plot gene expression over time
Wnt7B versus Fzd1

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```r
```r
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = \~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda\)
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% \ExE ectoderm\]

plotExpression(
  object = sce_subset, 
  features = c(\ENSMUSG00000022382\, \ENSMUSG00000044674\),
  x = \stage\, 
  colour_by = \stage\) +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

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<img 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" />

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##the Wnt family

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```r
rowData(sce)$SYMBOL %>% grep(pattern = "Wnt", x = ., value = T)
 [1] "Wnt6"   "Wnt10a" "Wnt2b"  "Wnt4"   "Wnt2"   "Wnt16"  "Wnt7a"  "Wnt5b"  "Wnt11"  "Wnt5a"  "Wnt3a"  "Wnt9a"  "Wnt9b"  "Wnt3"  
[15] "Wnt7b"  "Wnt10b" "Wnt1"   "Wnt8a"  "Wnt8b" 

expression of all Wnt’s

plotExpression(
  object = sce, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000033227", "ENSMUSG00000026167", "ENSMUSG00000036856", "ENSMUSG00000027840", "ENSMUSG00000010797"),
  x = "celltype", 
  colour_by = "celltype") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 5))
Warning: Removed 5940 rows containing missing values (geom_point).

```r
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = \~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda\)
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% \ExE ectoderm\]

plotExpression(
  object = sce_subset, 
  features = c(\ENSMUSG00000022382\, \ENSMUSG00000025068\),
  x = \stage\, 
  colour_by = \stage\) +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

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<img 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" />

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# String for Network Analysis
## Wnt 5A and Fzd3

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```r
plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000064878")

plot_grid(plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000064878"),
                   plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000115325"))

##trying out code canonical pathways Wnt7b and ctnnb1

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

ensure canonical pathways by looking for co-expression of wnt7B and c-jun

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000052684"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Catenin genes

rowData(sce)$SYMBOL %>% grep(pattern = "Ctnn", x = ., value = T)
[1] "Ctnnd1"   "Ctnnbl1"  "Ctnnal1"  "Ctnnbip1" "Ctnna2"   "Ctnna3"   "Ctnnb1"   "Ctnnd2"   "Ctnna1"  

Dishevelled wnt signaling

rowData(sce)$SYMBOL %>% grep(pattern = "Dvl", x = ., value = T)
[1] "Dvl1" "Dvl2" "Dvl3"

###co-expression for ctnnbl1 and wnt7B

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000027649", "ENSMUSG00000022382"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###co-expression for ctnnbip1 and wnt7B

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000028988", "ENSMUSG00000022382"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Look for expression of TCF with Wnt7B in next line of code

rowData(sce)$SYMBOL %>% grep(pattern = "Tcf", x = ., value = T)
 [1] "Tcf24"  "Tcf15"  "Tcfl5"  "Tcf23"  "Tcf7l1" "Tcf21"  "Tcf3"   "Tcf25"  "Tcf12"  "Tcf7"   "Tcf20"  "Tcf19"  "Tcf4"   "Tcf7l2"

###ctnnb1 and tcf7l1

plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000028988")
Warning: Removed 23019 rows containing missing values (geom_point).

plot_grid(plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000028988"),
                   plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000055799"))
Warning: Removed 23019 rows containing missing values (geom_point).
Warning: Removed 23019 rows containing missing values (geom_point).

ctnnb1 and tcf7l1

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000055799"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###ctnnb1 and tcf7l2

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000024985"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###ctnnb1 and tcf3

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000020167"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###ctnnb1 and tcf7

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000000782"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###ctnnb1 and tcf4

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000053477"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###Dvl1 and Ctnnb1

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000029071", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###Dvl2 and Ctnnb1

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000020888", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###Dvl3 and Ctnnb1

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000003233", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###Dvl1 and LRP6

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000029071", "ENSMUSG00000030201"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

###Wnt7b and LRP6

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000030201"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Corelation between wnt7B and c-jun in ExE ectoderm

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000052684")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

Wnt7B and c-jun

# Create a variable with your favorite gene
my_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000052684")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
  xlab(paste(my_favorite_genes[1], "log(counts)")) +
  ylab(paste(my_favorite_genes[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)

cont but with line goinh through

# Plot with linear regression line
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  geom_smooth(method = "lm", col = "firebrick") +
  theme_bw() +
  xlab(paste(my_favorite_gene[1], "log(counts)")) +
  ylab(paste(my_favorite_gene[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)
`geom_smooth()` using formula 'y ~ x'

wnt7b and tcfl1f

# Create a variable with your favorite gene
my_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000055799")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
  xlab(paste(my_favorite_genes[1], "log(counts)")) +
  ylab(paste(my_favorite_genes[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)

Wnt7b and Foxm1

# Create a variable with your favorite gene
my_second_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000001517")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_second_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_second_favorite_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_second_favorite_genes[2], "log(counts)", "Foxm1")) +
  ggtitle(my_favorite_celltype)

wnt7b and ctnnb1 co-relation score

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000006932")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

don’t use this it doesnt help you

how many fox genes are there?

rowData(sce)$SYMBOL %>% grep(pattern = "Fox", x = ., value = T)
 [1] "Foxa2"   "Foxs1"   "Foxp3"   "Foxo4"   "Foxr2"   "Foxo1"   "Foxe1"   "Foxd3"   "Foxd2"   "Foxe3"   "Foxj3"  
[12] "Foxo6"   "Foxo6os" "Foxn4"   "Foxk1"   "Foxp2"   "Foxi3"   "Foxp1"   "Foxj2"   "Foxm1"   "Foxa3"   "Foxi2"  
[23] "Foxo3"   "Foxf1"   "Foxc2"   "Foxl1"   "Foxred1" "Foxr1"   "Foxb1"   "Foxl2"   "Foxi1"   "Foxn1"   "Foxj1"  
[34] "Foxk2"   "Foxq1"   "Foxf2"   "Foxc1"   "Foxd1"   "Foxg1"   "Foxa1"   "Foxn3"   "Foxh1"   "Foxred2" "Foxp4"  
[45] "Foxn2"   "Foxb2"   "Foxd4"  

wnt7b and foxb2 co-relation score

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000056829")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_helpful_genes)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_helpful_genes, gene2 %in% my_helpful_genes)
# A tibble: 1 × 5

not great

wnt7b and foxb2 2d co-relation

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000056829")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7b")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "Foxb2")) +
  ggtitle(my_favorite_celltype)

now we try violin plot…wnt7b and foxb2

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000056829"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

THIS STUFF IS GOOD TO USE LATER ON

LRP5 and Wnt7B co-relation

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000024913")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

wnt7b and lrp5

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000024913")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7b")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "LRP5")) +
  ggtitle(my_favorite_celltype)

same but diff plot

# Backup sce
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000024913"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Wnt7b and FZD1

# Backup sce
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000044674"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

same but diff graph

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000044674")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD1")) +
  ggtitle(my_favorite_celltype)

co-relation score…

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000044674")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

Wnt7B and FZD4

# Backup sce
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000049791"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

same but diff graph

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000049791")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Ctnnb1")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD4")) +
  ggtitle(my_favorite_celltype)

co-relation score

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000049791")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

Wnt7B and FZD10

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000081683"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

same but diff graph

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000081683")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Ctnnb1")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD10")) +
  ggtitle(my_favorite_celltype)

co-relation score

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000081683")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

now trying LRP5 and FZD1

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000024913","ENSMUSG00000044674")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "LRP5")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD1")) +
  ggtitle(my_favorite_celltype)

promising now do co-relate

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000024913","ENSMUSG00000044674")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

other graph

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000024913","ENSMUSG00000044674"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

trying Wnt7B and GSK3b

# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000022812")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "GSK3b")) +
  ggtitle(my_favorite_celltype)

score…

# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000022812")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5

other graph

# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000022812"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Document software

sessionInfo()
---
title: "Explore Mouse Gastrulation Data"
author: "Yani Trevino, Matt McCoy, Lindsay Hayes"
date: "June 23, 2022"
output:
  html_notebook:
    toc: yes
    toc_float: yes
  pdf_document:
    toc: yes
  html_document:
    toc: yes
    df_print: paged
editor_options:
  chunk_output_type: inline
---


# Summary

- Embryo Development -- https://www.pnas.org/content/105/34/12331
- Publication -- https://pubmed.gov/30787436
- Shiny -- https://marionilab.cruk.cam.ac.uk/MouseGastrulation2018
- Dataset -- https://bioconductor.org/packages/MouseGastrulationData

# Load packages

```{r message=FALSE}
library(scran)
library(scater)
library(tidyverse)
library(cowplot)
```

# Gastrulation data
## Load data and metadata
```{r}
# Create a variable called 'sce' that contains our Large SingleCellExperiment object from a file using R function readRDS()
sce <- readRDS(file = "~/workspace/Storage/C_MOOR/c_moor_ccc_su22/gastrulation_sce.RDS")

# Create a variable 'metadata.df' that contains our metadata from a file using R function read.table()
metadata.df <- read.table(
  file = "~/workspace/Storage/C_MOOR/c_moor_ccc_su22/gastrulation_meta.tsv", 
  sep = "\t",
  header = T)
```

## Find markers for each cell type
```{r}
pwtt <- pairwiseTTests(
  x = logcounts(sce), 
  groups = sce$celltype, 
  direction = "up"
)

cbm_all <- combineMarkers(
  de.lists = pwtt$statistics, 
  pairs = pwtt$pairs,
  pval.type = "all"
)

head(cbm_all[["ExE ectoderm"]])
```

```{r}
names(cbm_all)
#head(cbm_all[["ExE ectoderm"]])
```

## Find top variable genes
```{r}
# Find top variable genes
sce <- logNormCounts(sce)
colLabels(sce) <- factor(sce$cluster)
dec <- modelGeneVar(sce)
top.hvgs <- getTopHVGs(dec, n=2000)
```

## Find correlated genes
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- "ENSMUSG00000022382"

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)
cor.pairs <- correlatePairs(sce, subset.row = of.interest)
cor.pairs
```

## Filter object for genes we're interested in
```{r}
cor.pairs %>%
  as_tibble() %>%
  filter(gene1 == my_favorite_gene)
```

## Plot co-expressed genes!
```{r}
plotExpression(
  object = sce, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000024406"),
  x = "celltype", 
  colour_by = "celltype") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 5))
```

## Plot UMAP of co-expressed genes
```{r}
plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000022382")

plot_grid(plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000022382"),
                   plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000058629"))
```

## Plot gene expression over time
Wnt7B versus Fzd1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000044674"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

##the Wnt family
```{r}
rowData(sce)$SYMBOL %>% grep(pattern = "Wnt", x = ., value = T)
```

expression of all Wnt's
```{r}
plotExpression(
  object = sce, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000033227", "ENSMUSG00000026167", "ENSMUSG00000036856", "ENSMUSG00000027840", "ENSMUSG00000010797"),
  x = "celltype", 
  colour_by = "celltype") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 5))
```
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000025068"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```


# String for Network Analysis
## Wnt 5A and Fzd3
```{r}
plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000064878")

plot_grid(plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000064878"),
                   plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSP00000115325"))
```

##trying out code canonical pathways Wnt7b and ctnnb1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```



ensure canonical pathways by looking for co-expression of wnt7B and c-jun
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000052684"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

Catenin genes
```{r}
rowData(sce)$SYMBOL %>% grep(pattern = "Ctnn", x = ., value = T)
```

Dishevelled wnt signaling
```{r}
rowData(sce)$SYMBOL %>% grep(pattern = "Dvl", x = ., value = T)
```

###co-expression for ctnnbl1 and wnt7B
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000027649", "ENSMUSG00000022382"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###co-expression for ctnnbip1 and wnt7B
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000028988", "ENSMUSG00000022382"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

Look for expression of TCF with Wnt7B in next line of code
```{r}
rowData(sce)$SYMBOL %>% grep(pattern = "Tcf", x = ., value = T)
```

###ctnnb1 and tcf7l1
```{r}
plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000006932")

plot_grid(plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000006932"),
                   plotReducedDim(sce, dimred = "umap", colour_by = "ENSMUSG00000055799"))
```
### ctnnb1 and tcf7l1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000055799"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###ctnnb1 and tcf7l2
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000024985"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###ctnnb1 and tcf3
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000020167"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###ctnnb1 and tcf7
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000000782"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###ctnnb1 and tcf4
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000006932", "ENSMUSG00000053477"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###Dvl1 and Ctnnb1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000029071", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###Dvl2 and Ctnnb1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000020888", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###Dvl3 and Ctnnb1
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000003233", "ENSMUSG00000006932"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

###Dvl1 and LRP6
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000029071", "ENSMUSG00000030201"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```


###Wnt7b and LRP6
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382", "ENSMUSG00000030201"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

Corelation between wnt7B and c-jun in ExE ectoderm
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000052684")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```



Wnt7B and c-jun
```{r}
# Create a variable with your favorite gene
my_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000052684")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
  xlab(paste(my_favorite_genes[1], "log(counts)")) +
  ylab(paste(my_favorite_genes[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)
```
cont but with line goinh through
```{r}
# Plot with linear regression line
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  geom_smooth(method = "lm", col = "firebrick") +
  theme_bw() +
  xlab(paste(my_favorite_gene[1], "log(counts)")) +
  ylab(paste(my_favorite_gene[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)
```


wnt7b and tcfl1f
```{r}
# Create a variable with your favorite gene
my_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000055799")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
  xlab(paste(my_favorite_genes[1], "log(counts)")) +
  ylab(paste(my_favorite_genes[2], "log(counts)")) +
  ggtitle(my_favorite_celltype)
```

Wnt7b and Foxm1
```{r}
# Create a variable with your favorite gene
my_second_favorite_genes <- c("ENSMUSG00000022382","ENSMUSG00000001517")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_second_favorite_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_second_favorite_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_second_favorite_genes[2], "log(counts)", "Foxm1")) +
  ggtitle(my_favorite_celltype)
```


wnt7b and ctnnb1 co-relation score
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000006932")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```
don't use this it doesnt help you


how many fox genes are there?
```{r}
rowData(sce)$SYMBOL %>% grep(pattern = "Fox", x = ., value = T)
```
wnt7b and foxb2 co-relation score
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000056829")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_helpful_genes)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_helpful_genes, gene2 %in% my_helpful_genes)
# A tibble: 1 × 5
```
not great

wnt7b and foxb2 2d co-relation
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000056829")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7b")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "Foxb2")) +
  ggtitle(my_favorite_celltype)
```

now we try violin plot...wnt7b and foxb2
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000056829"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```
THIS STUFF IS GOOD TO USE LATER ON

LRP5 and Wnt7B co-relation
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000024913")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```


wnt7b and lrp5
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000024913")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7b")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "LRP5")) +
  ggtitle(my_favorite_celltype)
```
same but diff plot
```{r}
# Backup sce
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000024913"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

Wnt7b and FZD1
```{r}
# Backup sce
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000044674"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```
same but diff graph
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000044674")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD1")) +
  ggtitle(my_favorite_celltype)
```
co-relation score...
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000044674")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```

Wnt7B and FZD4
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000049791"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```
same but diff graph
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000049791")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Ctnnb1")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD4")) +
  ggtitle(my_favorite_celltype)
```
co-relation score
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000049791")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```


Wnt7B and FZD10
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000081683"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```
same but diff graph
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000081683")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Ctnnb1")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD10")) +
  ggtitle(my_favorite_celltype)
```
co-relation score
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000081683")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```

now trying LRP5 and FZD1
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000024913","ENSMUSG00000044674")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "LRP5")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "FZD1")) +
  ggtitle(my_favorite_celltype)
```
promising now do co-relate
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000024913","ENSMUSG00000044674")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```
other graph
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000024913","ENSMUSG00000044674"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```

trying Wnt7B and GSK3b
```{r}
# Create a variable with your favorite gene
my_helpful_genes <- c("ENSMUSG00000022382","ENSMUSG00000022812")
my_favorite_celltype <- "ExE ectoderm"

# Plot
logcounts(sce)[my_helpful_genes,sce$celltype %in% my_favorite_celltype] %>%
  t() %>%
  as.matrix() %>%
  as_tibble() %>%
  rename(gene1 = 1, gene2 = 2) %>%
  ggplot(aes(x = gene1, y = gene2)) +
  geom_point() +
  theme_bw() +
 xlab(paste(my_helpful_genes[1], "log(counts)", "Wnt7B")) +
  ylab(paste(my_helpful_genes[2], "log(counts)", "GSK3b")) +
  ggtitle(my_favorite_celltype)
```
score...
```{r}
# Create a variable with your favorite gene
my_favorite_gene <- c("ENSMUSG00000022382","ENSMUSG00000022812")

# Create a variable with you 
of.interest <- c(top.hvgs[1:200], my_favorite_gene)

# Subset dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% c("ExE ectoderm")]

cor.pairs <- correlatePairs(x = sce_subset, subset.row = of.interest)
cor.pairs %>% as_tibble() %>% filter(gene1 %in% my_favorite_gene, gene2 %in% my_favorite_gene)
# A tibble: 1 × 5
```
other graph
```{r}
# Backup sce
sce.BAK <- sce
# Load the full dataset
load(file = "~/workspace/c_moor_data/gastrulation/gastrulation_sce.rda")
sce <- logNormCounts(sce)

# Subset full dataset to just the celltypes you are interested in
sce_subset <- sce[,sce$celltype %in% "ExE ectoderm"]

plotExpression(
  object = sce_subset, 
  features = c("ENSMUSG00000022382","ENSMUSG00000022812"),
  x = "stage", 
  colour_by = "stage") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))
```







# Document software
<details>
```{r}
sessionInfo()
```
</details>